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Record W2511011811 · doi:10.1111/nin.12154

Neoliberalism and the government of nursing through competency‐based education

2016· article· en· W2511011811 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueNursing Inquiry · 2016
Typearticle
Languageen
FieldSocial Sciences
TopicInnovative Education and Learning Practices
Canadian institutionsUniversity of Ottawa
Fundersnot available
KeywordsNeoliberalism (international relations)Nurse educationPoliticsSociologyGovernment (linguistics)Engineering ethicsPolitical sciencePublic relationsNursingSocial scienceMedicineLaw

Abstract

fetched live from OpenAlex

Competency has become a key concept in education in general over the last four decades. This article examines the development of the competency-based movement with a particular focus on the significance it has had for nursing education. Our hypothesis is that the competency movement can only adequately be understood if it is analyzed in relation to the broad societal transformation of the last decades-often summarized under the catchword neoliberalism-and with it the emergence of managerial models for Human Resource Management (HRM) for the reorganization of social services. Classical professions, which were characterized under welfarism by an esoteric knowledge based on ethical norms, have now become marketable commodities that can be evaluated in the same way as other commodities. We want to underline that while this development is still under way, it is the concept of competency that was the decisive political instrument enabling this profound change. With the widespread implementation of competency-based education that now governs nursing knowledge, the development of a critical, oppositional perspective becomes more challenging, if not entirely impossible. We will be focusing primarily on nursing education in Canada, although we maintain that it has relevance for nursing internationally.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.778
Threshold uncertainty score0.779

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.002
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.100
GPT teacher head0.431
Teacher spread0.330 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it